{
 "cells": [
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 叠加区域去",
   "id": "79414c4a187c3bb3"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-08T07:28:07.377443Z",
     "start_time": "2025-09-08T07:28:06.101007Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 设置中文字体\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei', 'Microsoft YaHei', 'DejaVu Sans']  # 黑体、微软雅黑\n",
    "plt.rcParams['axes.unicode_minus'] = False  # 解决负号显示问题\n",
    "path = 'D:/2506A/monty03/day11/file/'"
   ],
   "id": "c9409c95681a5ba8",
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-08T07:34:43.125444Z",
     "start_time": "2025-09-08T07:34:42.900334Z"
    }
   },
   "cell_type": "code",
   "source": [
    "data = pd.read_excel(path + '销售记录.xlsx')\n",
    "\n",
    "plt.plot(data.月份,data.蔬菜,color='blue')\n",
    "plt.plot(data.月份,data.水果,color='red')\n",
    "\n",
    "# 颜色填充\n",
    "plt.fill_between(data.月份,0,data.水果,color='g')\n",
    "plt.fill_between(data.月份,0,data.蔬菜,color='r')\n",
    "\n",
    "plt.show()"
   ],
   "id": "dd1632b5c5a661ea",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 高亮显示数据",
   "id": "9705fffcb9cff2be"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-08T07:47:22.768106Z",
     "start_time": "2025-09-08T07:47:22.560555Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "\n",
    "# 横纵坐标数据都随机生成\n",
    "x = np.array([i for i in range(30)])\n",
    "print(x)\n",
    "y = np.random.rand(30)\n",
    "\n",
    "plt.plot(x,y)\n",
    "\n",
    "# 定义要高亮显示的数据列表\n",
    "list1 = [[5,10],[15,20],[25,30]]\n",
    "\n",
    "# 设置数据高亮显示\n",
    "for i in list1:\n",
    "    plt.fill_between(x[i[0]:i[1]],0,1,color='r')\n",
    "\n",
    "plt.show()"
   ],
   "id": "7fc5fde4200ceb92",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
      " 24 25 26 27 28 29]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 17
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-09-08T07:52:15.662538Z",
     "start_time": "2025-09-08T07:52:13.825930Z"
    }
   },
   "cell_type": "code",
   "source": [
    "data = pd.read_excel(path + '梁山.xlsx')\n",
    "\n",
    "plt.plot(data.姓名,data.成绩)\n",
    "\n",
    "x = data.成绩\n",
    "\n",
    "# 重点突出 90分以上，60分以下\n",
    "list1 = [[0,61]]\n",
    "for i in list1:\n",
    "    plt.fill_between(x[i[0]:i[1]],0,100,color='r')\n",
    "\n",
    "list2 = [[80,100]]\n",
    "for i in list2:\n",
    "    plt.fill_between(x[i[0]:i[1]],0,100,color='g')\n",
    "\n",
    "plt.show()"
   ],
   "id": "c2f84c3098021165",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 25
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
